"Oh, *now* you show up," Amelia muttered under her breath, staring at the woman standing on her doorstep. Her father’s betrayal stung, but the woman’s unannounced arrival – bearing a suspiciously familiar smile – sparked a different kind of feeling. The house suddenly felt too small, too full of things that now needed to be protected.

The next day, Amelia made a point of outshining her new sibling at a family lunch. She recounted stories of her accomplishments, subtly emphasizing the years of hard work and dedication that she had poured into achieving them. She saw her sibling’s smile falter with each tale.

Later, she decided to reach out to their father's lawyer. She carefully made sure to emphasize the prenuptial agreement, which she was certain her sibling knew nothing about. She carefully watched the lawyer’s face as she reeled off a list of properties, assets, and investments.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479